OOIR: Observatory of International Research

Papers

(The median citation count of User Modeling and User-Adapted Interaction is 2. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-11-01 to 2024-11-01.)

Article	Citations
The relationship between user types and gamification designs	49
Interplay between upsampling and regularization for provider fairness in recommender systems	40
A flexible framework for evaluating user and item fairness in recommender systems	31
Exploring author gender in book rating and recommendation	25
Fairness in recommender systems: research landscape and future directions	25
“Knowing me, knowing you”: personalized explanations for a music recommender system	25
Personalized home-care support for the elderly: a field experience with a social robot at home	24
Deploying a robotic positive psychology coach to improve college students’ psychological well-being	21
Personality-based approach for tailoring persuasive mental health applications	21
EvoRecSys: Evolutionary framework for health and well-being recommender systems	19
Potential and effects of personalizing gameful fitness applications using behavior change intentions and Hexad user types	17
Improving accountability in recommender systems research through reproducibility	14
Multimodal modeling of collaborative problem-solving facets in triads	14
Recommendations for marathon runners: on the application of recommender systems and machine learning to support recreational marathon runners	13
A novel group recommender system for domain-independent decision support customizing a grouping genetic algorithm	13
BARGAIN: behavioral affective rule-based games adaptation interface–towards emotionally intelligent games: application on a virtual reality environment for socio-moral development	12
Personality-targeted persuasive gamified systems: exploring the impact of application domain on the effectiveness of behaviour change strategies	11
An adaptive decision-making system supported on user preference predictions for human–robot interactive communication	11
NFC: a deep and hybrid item-based model for item cold-start recommendation	11
The role of transparency in multi-stakeholder educational recommendations	11
Personalized task difficulty adaptation based on reinforcement learning	11
Introducing CARESSER: A framework for in situ learning robot social assistance from expert knowledge and demonstrations	10
Effects and challenges of using a nutrition assistance system: results of a long-term mixed-method study	9
Theory-based habit modeling for enhancing behavior prediction in behavior change support systems	8
An automated system recommending background music to listen to while working	8

Design, development, and evaluation of an interactive personalized social robot to monitor and coach post-stroke rehabilitation exercises	7
Personalised socially assistive robot for cardiac rehabilitation: Critical reflections on long-term interactions in the real world	7
Intra-list similarity and human diversity perceptions of recommendations: the details matter	7
Safe, effective and explainable drug recommendation based on medical data integration	7
A human-centered decentralized architecture and recommendation engine in SIoT	6
Improving cold-start recommendations using item-based stereotypes	6
A dichotomic approach to adaptive interaction for socially assistive robots	6
Measuring and modeling context-dependent preferences for hearing aid settings	6
Improving session-based recommendation with contrastive learning	6
Personalized rehabilitation for children with cerebral palsy	6
Use of topical and temporal profiles and their hybridisation for content-based recommendation	6
Empathy as an engaging strategy in social robotics: a pilot study	6
Viewer types in game live streams: questionnaire development and validation	5
Eye-tracking-based personality prediction with recommendation interfaces	5
A pharmaceutical therapy recommender system enabling shared decision-making	5
Considering temporal aspects in recommender systems: a survey	5
Group recommender systems for tourism: how does personality predict preferences for attractions, travel motivations, preferences and concerns?	5
Preface to the special issue on fair, accountable, and transparent recommender systems	5
Rank-sensitive proportional aggregations in dynamic recommendation scenarios	4
Embarrassingly shallow auto-encoders for dynamic collaborative filtering	4
Gaze-based predictive models of deep reading comprehension	4
Domain-based Latent Personal Analysis and its use for impersonation detection in social media	4
Dynamic session-based music recommendation using information retrieval techniques	4
Preface to the special issue on personalization and adaptation in human–robot interactive communication	3
Transferring recommendations through privacy user models across domains	3
Recommending on graphs: a comprehensive review from a data perspective	3
Modeling users’ heterogeneous taste with diversified attentive user profiles	3
How do people make decisions in disclosing personal information in tourism group recommendations in competitive versus cooperative conditions?	3
An overview of consensus models for group decision-making and group recommender systems	3
Scalable stream-based recommendations with random walks on incremental graph of sequential interactions with implicit feedback	3
What we see is what we do: a practical Peripheral Vision-Based HMM framework for gaze-enhanced recognition of actions in a medical procedural task	3
Device personalization for heterogeneous populations: leveraging physician expertise and national population data to identify medical device patient user groups	3
Exploring raw data transformations on inertial sensor data to model user expertise when learning psychomotor skills	3
Modelling and predicting an individual’s perception of advertising appeal	3
Fair performance-based user recommendation in eCoaching systems	3
Justification of recommender systems results: a service-based approach	3
Extended recommendation-by-explanation	3
Adapting approaching proxemics of a service robot based on physical user behavior and user feedback	2
Dirichlet–Luce choice model for learning from interactions	2
Cognitive personalization for online microtask labor platforms: A systematic literature review	2
Enhancing a student productivity model for adaptive problem-solving assistance	2
A survey on popularity bias in recommender systems	2
How do item features and user characteristics affect users’ perceptions of recommendation serendipity? A cross-domain analysis	2
Clustering of conversational bandits with posterior sampling for user preference learning and elicitation	2
Choice models and recommender systems effects on users’ choices	2
Emotional intelligence and individuals’ viewing behaviour of human faces: a predictive approach	2
An adaptive Metalearner-based flow: a tool for reducing anxiety and increasing self-regulation	2
Physiology-based personalization of persuasive technology: a user modeling perspective	2
“Tell Me Why”: using natural language justifications in a recipe recommender system to support healthier food choices	2
Online convex combination of ranking models	2